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# TDB | ||
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TensorDebugger (TDB) is a visual debugger for TensorFlow. | ||
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It is the combination of a Python library and a Jupyter notebook extension, built around Google's TensorFlow framework. Together, these extend TensorFlow with run-time visualization capabilities. | ||
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<!-- GIF Screenshot here! --> | ||
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## FAQ | ||
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### Is TDB affiliated with TensorFlow? | ||
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No, but it is built on top of it. | ||
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### What is TDB good for? | ||
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TDB is especially useful at the model prototyping stage and verifying correctness in an intuitive manner. It is also useful for high-level visualization of hidden layers during training. | ||
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### How is TDB different from TensorBoard? | ||
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TensorBoard is a suite of visualization tools included with Tensorflow. Both TDB and TensorBoard attach auxiliary nodes to the TensorFlow graph in order to inspect data. | ||
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TensorBoard cannot be used concurrently with running a TensorFlow graph; log files must be written first. TDB interfaces directly with the execution of a TensorFlow graph, and allows for stepping through execution one node at a time. | ||
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Out of the box, TensorBoard currently only supports logging for a few predefined data formats. | ||
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TDB is to TensorBoard as GDB is to printf. Both are useful in different contexts. | ||
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License: Apache 2.0 | ||
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Current problem: | ||
- Optimizer node not running. | ||